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Matching method of providing personalized recommendations and a system thereof

a matching method and recommendation technology, applied in the field of personalized recommendation matching and a system, can solve the problems of not immediately capturing and analysing data, such as user actions

Active Publication Date: 2021-11-30
UPWORK INC
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Benefits of technology

The present invention relates to real-time matching and personalization. The system continuously learns from user behavior and adjusts models to provide users with real-time personalized results. The system can also build a pool of available members based on user behaviors and search criteria, and provide users with at least one available member that satisfies their search criteria. The system includes a messaging buffer, real-time data processing engine, data warehouse, matching engine, user interface, and other components. The technical effects of the invention include improved user experience, improved efficiency, and improved accuracy of matching.

Problems solved by technology

Accordingly, a drawback of the prior art matching systems is that data, such as user actions, are not immediately captured, analyzed and reflected, to provide users with the most relevant results.

Method used

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  • Matching method of providing personalized recommendations and a system thereof
  • Matching method of providing personalized recommendations and a system thereof
  • Matching method of providing personalized recommendations and a system thereof

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Embodiment Construction

[0024]In the following description, numerous details are set forth for purposes of explanation. However, one of ordinary skill in the art will realize that the invention can be practiced without the use of these specific details. Thus, the present invention is not intended to be limited to the embodiments shown but is to be accorded the widest scope consistent with the principles and features described herein.

[0025]Embodiments of the present invention relate to real-time matching. As changes in data occur in a system, these changes are immediately used by running models implemented in the system to provide users with real-time personalized results. Concurrently, the system is continuously learning from these same changes to build test models, which are built upon the running models (which reflect past knowledge) using the current knowledge. The running models are continuously evolving as they are updated with the test models. A model implemented by the system is a match model, which...

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Abstract

Embodiments of the present invention relate to real-time matching. As changes in data occur in a system, these changes are immediately used by running models implemented in the system to provide users with real-time personalized results. Concurrently, the system is continuously learning from these same changes to build test models, which are built upon the running models (which reflect past knowledge) using the current knowledge. The running models are continuously evolving as they are updated with the test models. A model implemented by the system is a match model, which is configured to intelligently determine which members are available for a new job and to provide a user with at least one member from that pool of available members who satisfies a search criteria specified by the user. The user's actions and the available member's actions are both immediately captured, analyzed and reflected in the system.

Description

CROSS REFERENCE TO RELATED APPLICATIONS[0001]The application claims priority of U.S. provisional application, Ser. No. 61 / 799,247, filed Mar. 15, 2013, and entitled “Instamatch Engine,” by the same inventors. This application incorporates U.S. provisional application, Ser. No. 61 / 799,247, in its entirety by reference.FIELD OF INVENTION[0002]The present invention relates to an improved method of matching and a system thereof, wherein the matching provides personalized recommendations.BACKGROUND OF THE INVENTION[0003]Prior art matching systems involve collecting data in static data containers and processing the collected data at predetermined intervals to update matching algorithms implemented in the prior art matching systems. The prior art matching systems do not immediately process changes as they occur in the system as these changes, which become part of the collected data, are only periodically processed such as once a day or once a week. Accordingly, a drawback of the prior art ...

Claims

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Application Information

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Patent Type & Authority Patents(United States)
IPC IPC(8): G06Q10/10
CPCG06Q10/1053G06Q10/063112
Inventor GUPTA, VIVEKYARRAM, VENKATA SUNIL K.BANSAL, PRATIKKOVURU, RAJASEKHAR L.
Owner UPWORK INC